@article{winqacceleratingquantizationawaretrainin,
  title = {WinQ: Accelerating Quantization-Aware Training of Language Models Around Saddle Points},
  author = {Dongyue Li and Zechun Liu and Kai Yi and Zhenshuo Zhang and Changsheng Zhao and Raghuraman Krishnamoorthi and Harshit Khaitan and Hongyang R. Zhang and Steven Li},
  year = {2026},
  eprint = {2605.17471},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.17471},
}